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We evaluate our work on the publicly available BRATS dataset using Dice Similarity Coefficient (DSC) and Intersection Over Union (IOU) as the evaluation metrics. Medical Image Segmentation The problem of segmenting medical images have been successfully tackled in literature using mainly two techniques, first using a Fully Convolutional Network ... 3.1 Dice score as a similarity measure We will compare CH segmentation maps using the Dice similarity coefficient (Dice 1945 ). For two sets A and B it is expressed as